Risk-informed operation and maintenance of complex lifeline systems using parallelized multi-agent deep Q-network

Dynamic Risk Assessment for CBM-based adaptation of maintenance planning

(2022) Pablo Martínez-Galán Fernández et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Condition-based maintenance strategy for redundant systems with arbitrary structures using improved reinforcement learning

(2022) Ao Yang et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

A deep reinforcement learning approach for rail renewal and maintenance planning

(2022) Reza Mohammadi et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Artificial-intelligence-based maintenance decision-making and optimization for multi-state component systems

(2022) Van-Thai Nguyen et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Multi‐scale seismic reliability assessment of networks by centrality‐based selective recursive decomposition algorithm

(2021) Dongkyu Lee et al.   EARTHQUAKE ENGINEERING & STRUCTURAL DYNAMICS

DEEP reinforcement learning driven inspection and maintenance planning under incomplete information and constraints

(2021) C.P. Andriotis et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Multi-agent deep reinforcement learning: a survey

(2021) Sven Gronauer et al.   ARTIFICIAL INTELLIGENCE REVIEW

Maintenance optimisation of multicomponent systems using hierarchical coordinated reinforcement learning

(2021) Yifan Zhou et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Performance measure of a multi-state flow network under reliability and maintenance cost considerations

(2021) Yi-Feng Niu   RELIABILITY ENGINEERING & SYSTEM SAFETY

Time-dependent finite element reliability assessment of cast-iron water pipes subjected to spatio-temporal correlated corrosion process

(2020) Vahid Aryai et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Cost-effective retrofits of power grids based on critical cascading failure scenarios identified by multi-group non-dominated sorting genetic algorithm

(2020) Eujeong Choi et al.   International Journal of Disaster Risk Reduction

Managing engineering systems with large state and action spaces through deep reinforcement learning

(2019) C.P. Andriotis et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Dealing with epistemic uncertainty in risk-informed decision making for dam safety management

(2019) Adrián Morales-Torres et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

The influence of practical factors on the benefits of condition-based maintenance over time-based maintenance

(2017) Bram de Jonge et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Accelerated Monte Carlo system reliability analysis through machine-learning-based surrogate models of network connectivity

(2017) R.E. Stern et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Mastering the game of Go with deep neural networks and tree search

(2016) David Silver et al.   NATURE

Optimal Planning and Learning in Uncertain Environments for the Management of Wind Farms

(2015) Milad Memarzadeh et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

Human-level control through deep reinforcement learning

(2015) Volodymyr Mnih et al.   NATURE

Risk-informed life-cycle optimum inspection and maintenance of ship structures considering corrosion and fatigue

(2015) You Dong et al.   OCEAN ENGINEERING

Seismic reliability assessment of lifeline networks using clustering-based multi-scale approach

(2014) Hyun-Woo Lim et al.   EARTHQUAKE ENGINEERING & STRUCTURAL DYNAMICS

Methods for Risk-Based Planning of O&M of Wind Turbines

(2014) Jannie Nielsen et al.   Energies

Planning structural inspection and maintenance policies via dynamic programming and Markov processes. Part I: Theory

(2014) K.G. Papakonstantinou et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Planning structural inspection and maintenance policies via dynamic programming and Markov processes. Part II: POMDP implementation

(2014) K.G. Papakonstantinou et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Incorporating network considerations into pavement management systems: A case for approximate dynamic programming

(2013) Aditya Medury et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

An overview of time-based and condition-based maintenance in industrial application

(2012) Rosmaini Ahmad et al.   COMPUTERS & INDUSTRIAL ENGINEERING

Efficiency of Coordinate Descent Methods on Huge-Scale Optimization Problems

(2012) Yu. Nesterov   SIAM JOURNAL ON OPTIMIZATION

Hierarchical infrastructure network representation methods for risk-based decision-making

(2011) Camilo Gómez et al.   Structure and Infrastructure Engineering

Post-hazard flow capacity of bridge transportation network considering structural deterioration of bridges

(2010) Y.-J. Lee et al.   Structure and Infrastructure Engineering

Resource-constrained management of heterogeneous assets with stochastic deterioration

(2008) Jeffrey W. Ohlmann et al.   EUROPEAN JOURNAL OF OPERATIONAL RESEARCH